VSS: A Storage System for Video Analytics [Technical Report]
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Abstract (arXiv)
We present a new video storage system (VSS) designed to decouple high-level video operations from the low-level details required to store and efficiently retrieve video data. VSS is designed to be the storage subsystem of a video data management system (VDBMS) and is responsible for: (1) transparently and automatically arranging the data on disk in an efficient, granular format; (2) caching frequently-retrieved regions in the most useful formats; and (3) eliminating redundancies found in videos captured from multiple cameras with overlapping fields of view. Our results suggest that VSS can improve VDBMS read performance by up to 54%, reduce storage costs by up to 45%, and enable developers to focus on application logic rather than video storage and retrieval.
Key facts. Cited by 5 papers in the map (data through 14 Oct 2026). First posted on arXiv 30 Mar 2021.
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Citing papers per year: 2022: 1; 2023: 1; 2024: 0; 2025: 2; 2026: 1.
5 papers.
- 2023Extract-Transform-Load for Video Streamscited by 7
- 2022CoVA: Exploiting Compressed-Domain Analysis to Accelerate Video Analyticscited by 6
- 2025D'ej`a Vu: Efficient Video-Language Query Engine with Learning-based Inter-Frame Computation Reusecited by 5
- 2025A Survey on Efficiency Optimization Techniques for DNN-based Video Analytics: Process Systems, Algorithms, and Applicationscited by 0
- 2026Search over the Visual World: Persistent Visual Memory, Layered Indexes, and Source-Grounded Evidencecited by 0
- 2026Search over the Visual World: Persistent Visual Memory, Layered Indexes, and Source-Grounded Evidence8 Aug 2026
- 2025A Survey on Efficiency Optimization Techniques for DNN-based Video Analytics: Process Systems, Algorithms, and Applications21 Jul 2025
- 2025D'ej`a Vu: Efficient Video-Language Query Engine with Learning-based Inter-Frame Computation Reuse17 Jun 2025
- 2023Extract-Transform-Load for Video Streams7 Oct 2023
- 2022CoVA: Exploiting Compressed-Domain Analysis to Accelerate Video Analytics2 Jul 2022